segformer-finetuned-sidewalk-10k-steps

This model is a fine-tuned version of nvidia/mit-b0 on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set:

Loss: 0.7374
Mean Iou: 0.2416
Mean Accuracy: 0.2999
Overall Accuracy: 0.7734
Accuracy Unlabeled: nan
Accuracy Flat-road: 0.6510
Accuracy Flat-sidewalk: 0.9233
Accuracy Flat-crosswalk: 0.2213
Accuracy Flat-cyclinglane: 0.7913
Accuracy Flat-parkingdriveway: 0.1622
Accuracy Flat-railtrack: nan
Accuracy Flat-curb: 0.2644
Accuracy Human-person: 0.5132
Accuracy Human-rider: 0.0
Accuracy Vehicle-car: 0.8762
Accuracy Vehicle-truck: 0.0
Accuracy Vehicle-bus: 0.0
Accuracy Vehicle-tramtrain: 0.0
Accuracy Vehicle-motorcycle: 0.0
Accuracy Vehicle-bicycle: 0.5599
Accuracy Vehicle-caravan: 0.0
Accuracy Vehicle-cartrailer: 0.0
Accuracy Construction-building: 0.8477
Accuracy Construction-door: 0.0
Accuracy Construction-wall: 0.3544
Accuracy Construction-fenceguardrail: 0.2162
Accuracy Construction-bridge: 0.0
Accuracy Construction-tunnel: nan
Accuracy Construction-stairs: 0.0
Accuracy Object-pole: 0.4378
Accuracy Object-trafficsign: 0.0
Accuracy Object-trafficlight: 0.0
Accuracy Nature-vegetation: 0.8943
Accuracy Nature-terrain: 0.8209
Accuracy Sky: 0.9377
Accuracy Void-ground: 0.0
Accuracy Void-dynamic: 0.0
Accuracy Void-static: 0.1252
Accuracy Void-unclear: 0.0
Iou Unlabeled: nan
Iou Flat-road: 0.5135
Iou Flat-sidewalk: 0.7767
Iou Flat-crosswalk: 0.2106
Iou Flat-cyclinglane: 0.4920
Iou Flat-parkingdriveway: 0.1421
Iou Flat-railtrack: nan
Iou Flat-curb: 0.1965
Iou Human-person: 0.4309
Iou Human-rider: 0.0
Iou Vehicle-car: 0.7003
Iou Vehicle-truck: 0.0
Iou Vehicle-bus: 0.0
Iou Vehicle-tramtrain: 0.0
Iou Vehicle-motorcycle: 0.0
Iou Vehicle-bicycle: 0.4517
Iou Vehicle-caravan: 0.0
Iou Vehicle-cartrailer: 0.0
Iou Construction-building: 0.5982
Iou Construction-door: 0.0
Iou Construction-wall: 0.2905
Iou Construction-fenceguardrail: 0.1754
Iou Construction-bridge: 0.0
Iou Construction-tunnel: nan
Iou Construction-stairs: 0.0
Iou Object-pole: 0.2811
Iou Object-trafficsign: 0.0
Iou Object-trafficlight: 0.0
Iou Nature-vegetation: 0.7988
Iou Nature-terrain: 0.6516
Iou Sky: 0.9071
Iou Void-ground: 0.0
Iou Void-dynamic: 0.0
Iou Void-static: 0.1129
Iou Void-unclear: 0.0

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 6e-05
train_batch_size: 8
eval_batch_size: 8
seed: 1337
optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: polynomial
training_steps: 10000

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Unlabeled	Accuracy Flat-road	Accuracy Flat-sidewalk	Accuracy Flat-crosswalk	Accuracy Flat-cyclinglane	Accuracy Flat-parkingdriveway	Accuracy Flat-railtrack	Accuracy Flat-curb	Accuracy Human-person	Accuracy Vehicle-car	Accuracy Vehicle-bicycle	Accuracy Construction-building	Accuracy Construction-wall	Accuracy Construction-fenceguardrail	Accuracy Construction-tunnel	Accuracy Object-pole	Accuracy Nature-vegetation	Accuracy Nature-terrain	Accuracy Sky	Accuracy Void-static	Iou Unlabeled	Iou Flat-road	Iou Flat-sidewalk	Iou Flat-crosswalk	Iou Flat-cyclinglane	Iou Flat-parkingdriveway	Iou Flat-railtrack	Iou Flat-curb	Iou Human-person	Iou Vehicle-car	Iou Vehicle-bicycle	Iou Construction-building	Iou Construction-wall	Iou Construction-fenceguardrail	Iou Construction-tunnel	Iou Object-pole	Iou Nature-vegetation	Iou Nature-terrain	Iou Sky	Iou Void-static
2.9189	1.0	107	2.1144	0.0808	0.1258	0.5966	nan	0.3867	0.9175	0.0	0.0382	0.0004	nan	0.0003	0.0	0.8052	0.0	0.6941	0.0	0.0	nan	0.0003	0.9709	0.0057	0.2051	0.0	nan	0.2870	0.6301	0.0	0.0378	0.0004	nan	0.0003	0.0	0.4862	0.0	0.4112	0.0	0.0	nan	0.0003	0.5234	0.0057	0.2041	0.0
2.0725	2.0	214	1.6033	0.1214	0.1655	0.6652	nan	0.5384	0.9250	0.0	0.0884	0.0009	nan	0.0007	0.0	0.8467	0.0	0.7956	0.0	0.0	nan	0.0006	0.9357	0.4544	0.7101	0.0	nan	0.3605	0.6590	0.0	0.0875	0.0009	nan	0.0007	0.0	0.5345	0.0	0.4680	0.0	0.0	nan	0.0006	0.6716	0.4035	0.6995	0.0
1.6236	3.0	321	1.3755	0.1370	0.1813	0.6915	nan	0.5898	0.9267	0.0	0.2833	0.0034	nan	0.0004	0.0	0.8316	0.0	0.8292	0.0	0.0	nan	0.0071	0.9055	0.6923	0.7337	0.0	nan	0.3987	0.6797	0.0	0.2749	0.0034	nan	0.0004	0.0	0.5777	0.0	0.4941	0.0	0.0	nan	0.0070	0.6900	0.5339	0.7251	0.0
1.4384	4.0	428	1.1619	0.1452	0.1872	0.7044	nan	0.6030	0.9366	0.0	0.3853	0.0045	nan	0.0	0.0	0.8463	0.0	0.8225	0.0000	0.0	nan	0.0324	0.9108	0.6413	0.8075	0.0	nan	0.4107	0.6801	0.0	0.3751	0.0045	nan	0.0	0.0	0.6068	0.0	0.5149	0.0000	0.0	nan	0.0318	0.7158	0.5173	0.7907	0.0
1.306	5.0	535	1.0957	0.1544	0.1977	0.7212	nan	0.6672	0.9345	0.0	0.5035	0.0151	nan	0.0005	0.0	0.8476	0.0	0.8349	0.0	0.0	nan	0.0556	0.8861	0.7227	0.8582	0.0	nan	0.4448	0.7046	0.0	0.4719	0.0149	nan	0.0005	0.0	0.6106	0.0	0.5161	0.0	0.0	nan	0.0540	0.7358	0.5546	0.8338	0.0
1.1705	6.0	642	1.0302	0.1566	0.2010	0.7220	nan	0.6341	0.9366	0.0	0.5435	0.0243	nan	0.0038	0.0	0.8437	0.0	0.8492	0.0000	0.0	nan	0.0869	0.8715	0.7811	0.8573	0.0	nan	0.4427	0.7038	0.0	0.4830	0.0238	nan	0.0037	0.0	0.6210	0.0	0.5214	0.0000	0.0	nan	0.0822	0.7298	0.5648	0.8336	0.0
1.1154	7.0	749	0.9927	0.1584	0.2013	0.7251	nan	0.5862	0.9501	0.0	0.5877	0.0375	nan	0.0141	0.0	0.8369	0.0	0.8515	0.0002	0.0	nan	0.0869	0.8881	0.7162	0.8870	0.0	nan	0.4482	0.6987	0.0	0.4857	0.0365	nan	0.0135	0.0	0.6309	0.0	0.5195	0.0002	0.0	nan	0.0823	0.7427	0.5559	0.8558	0.0
1.12	8.0	856	0.9656	0.1603	0.2020	0.7210	nan	0.5348	0.9597	0.0	0.5422	0.0442	nan	0.0175	0.0	0.8520	0.0	0.8169	0.0075	0.0	nan	0.1903	0.9044	0.7085	0.8853	0.0004	nan	0.4313	0.6806	0.0	0.4849	0.0428	nan	0.0168	0.0	0.6318	0.0	0.5367	0.0074	0.0	nan	0.1595	0.7272	0.5544	0.8556	0.0004
1.0522	9.0	963	0.9461	0.1628	0.2054	0.7243	nan	0.5211	0.9637	0.0000	0.5585	0.0812	nan	0.0295	0.0	0.8472	0.0	0.8682	0.0041	0.0	nan	0.1808	0.8782	0.7431	0.8957	0.0004	nan	0.4313	0.6859	0.0000	0.4840	0.0765	nan	0.0276	0.0	0.6286	0.0	0.5228	0.0041	0.0	nan	0.1609	0.7535	0.5697	0.8645	0.0004
1.0322	10.0	1070	0.9136	0.1669	0.2094	0.7290	nan	0.5705	0.9539	0.0001	0.5491	0.1015	nan	0.0505	0.0039	0.8513	0.0	0.8516	0.0073	0.0004	nan	0.2612	0.9048	0.6907	0.9011	0.0035	nan	0.4428	0.6989	0.0001	0.4897	0.0928	nan	0.0450	0.0039	0.6326	0.0	0.5360	0.0073	0.0004	nan	0.2123	0.7482	0.5573	0.8692	0.0035
1.0545	11.0	1177	0.9201	0.1678	0.2114	0.7278	nan	0.5447	0.9642	0.0	0.5834	0.0720	nan	0.0469	0.0044	0.8464	0.0	0.8706	0.0202	0.0006	nan	0.3070	0.8616	0.7421	0.8990	0.0032	nan	0.4452	0.6874	0.0	0.4959	0.0684	nan	0.0422	0.0044	0.6307	0.0	0.5296	0.0199	0.0006	nan	0.2423	0.7651	0.5715	0.8642	0.0032
0.9935	12.0	1284	0.8949	0.1727	0.2199	0.7356	nan	0.6496	0.9269	0.0006	0.6428	0.0983	nan	0.0670	0.0082	0.8635	0.0	0.8483	0.0436	0.0046	nan	0.3061	0.8696	0.7819	0.9209	0.0057	nan	0.4548	0.7210	0.0006	0.5029	0.0914	nan	0.0575	0.0082	0.6351	0.0	0.5487	0.0425	0.0046	nan	0.2358	0.7541	0.5825	0.8808	0.0057
0.9687	13.0	1391	0.8695	0.1768	0.2232	0.7427	nan	0.6350	0.9351	0.0069	0.6710	0.1351	nan	0.0653	0.0306	0.8464	0.0	0.8375	0.0720	0.0094	nan	0.3249	0.9068	0.7594	0.9019	0.0057	nan	0.4742	0.7340	0.0069	0.5044	0.1190	nan	0.0559	0.0305	0.6480	0.0	0.5538	0.0695	0.0093	nan	0.2273	0.7472	0.5983	0.8725	0.0057
0.9329	14.0	1498	0.8690	0.1788	0.2261	0.7422	nan	0.7241	0.8937	0.0317	0.6871	0.1407	nan	0.0972	0.0218	0.8505	0.0	0.8586	0.0784	0.0118	nan	0.3074	0.9142	0.6926	0.9178	0.0082	nan	0.4762	0.7410	0.0316	0.5085	0.1232	nan	0.0809	0.0217	0.6409	0.0	0.5486	0.0756	0.0117	nan	0.2344	0.7575	0.5813	0.8791	0.0082
0.9283	15.0	1605	0.8541	0.1813	0.2272	0.7462	nan	0.6486	0.9337	0.0308	0.6604	0.1308	nan	0.1125	0.0712	0.8640	0.0000	0.8504	0.1080	0.0103	nan	0.2926	0.9088	0.7309	0.9080	0.0084	nan	0.4851	0.7373	0.0307	0.5010	0.1177	nan	0.0913	0.0708	0.6366	0.0000	0.5547	0.1022	0.0102	nan	0.2315	0.7571	0.5913	0.8770	0.0084
0.8684	16.0	1712	0.8498	0.1835	0.2304	0.7442	nan	0.5613	0.9512	0.0368	0.6908	0.1314	nan	0.0850	0.1192	0.8741	0.0004	0.8662	0.1484	0.0110	nan	0.3301	0.8906	0.7382	0.9163	0.0226	nan	0.4693	0.7236	0.0366	0.4918	0.1175	nan	0.0714	0.1174	0.6289	0.0004	0.5550	0.1377	0.0109	nan	0.2474	0.7723	0.5926	0.8775	0.0224
0.8804	17.0	1819	0.8449	0.1880	0.2364	0.7469	nan	0.6362	0.9253	0.0520	0.6823	0.1584	nan	0.1577	0.1390	0.8780	0.0026	0.8486	0.1245	0.0369	nan	0.3066	0.8929	0.7719	0.9258	0.0275	nan	0.4760	0.7428	0.0519	0.4758	0.1341	nan	0.1249	0.1357	0.6379	0.0026	0.5595	0.1182	0.0357	nan	0.2430	0.7648	0.6019	0.8847	0.0272
0.9119	18.0	1926	0.8442	0.1883	0.2337	0.7440	nan	0.5545	0.9571	0.0307	0.6722	0.1159	nan	0.0949	0.1900	0.8555	0.0060	0.8650	0.1562	0.0476	nan	0.3514	0.8868	0.7423	0.9178	0.0344	nan	0.4598	0.7162	0.0307	0.5036	0.1060	nan	0.0790	0.1833	0.6538	0.0060	0.5562	0.1457	0.0453	nan	0.2566	0.7741	0.5934	0.8810	0.0339
0.8439	19.0	2033	0.8258	0.1943	0.2418	0.7506	nan	0.6272	0.9333	0.0686	0.7064	0.1212	nan	0.0852	0.2087	0.8610	0.0176	0.8562	0.2182	0.0864	nan	0.3639	0.9026	0.7229	0.9242	0.0343	nan	0.4759	0.7390	0.0682	0.4958	0.1104	nan	0.0727	0.1986	0.6574	0.0176	0.5701	0.1967	0.0785	nan	0.2494	0.7729	0.5926	0.8872	0.0338
0.8426	20.0	2140	0.8210	0.2013	0.2494	0.7531	nan	0.6601	0.9316	0.0641	0.6892	0.1344	nan	0.1268	0.2805	0.8725	0.0274	0.8122	0.2648	0.1384	nan	0.3626	0.8925	0.7593	0.9316	0.0329	nan	0.4755	0.7411	0.0638	0.5217	0.1204	nan	0.1043	0.2638	0.6570	0.0274	0.5822	0.2314	0.1164	nan	0.2444	0.7680	0.5994	0.8913	0.0326
0.8681	21.0	2247	0.8143	0.2014	0.2499	0.7533	nan	0.6295	0.9286	0.1434	0.7057	0.1197	nan	0.1696	0.3045	0.8650	0.0306	0.8566	0.2309	0.0816	nan	0.3664	0.9134	0.6959	0.9245	0.0311	nan	0.4814	0.7447	0.1410	0.4948	0.1096	nan	0.1314	0.2842	0.6547	0.0306	0.5763	0.2069	0.0749	nan	0.2433	0.7707	0.5836	0.8870	0.0307
0.8259	22.0	2354	0.8106	0.2053	0.2554	0.7570	nan	0.7385	0.9077	0.1314	0.6683	0.1602	nan	0.1751	0.3005	0.8929	0.0369	0.8476	0.2122	0.0947	nan	0.3662	0.8792	0.7942	0.9286	0.0381	nan	0.4921	0.7537	0.1294	0.5387	0.1381	nan	0.1392	0.2784	0.6490	0.0369	0.5839	0.1941	0.0851	nan	0.2515	0.7683	0.6033	0.8915	0.0375
0.8295	23.0	2461	0.7949	0.2086	0.2574	0.7598	nan	0.6761	0.9246	0.1581	0.6660	0.1433	nan	0.2347	0.3485	0.8606	0.0439	0.8818	0.2449	0.0902	nan	0.3731	0.9052	0.7425	0.9094	0.0334	nan	0.4988	0.7536	0.1532	0.5251	0.1279	nan	0.1747	0.3149	0.6592	0.0438	0.5712	0.2170	0.0816	nan	0.2571	0.7771	0.6060	0.8817	0.0329
0.8144	24.0	2568	0.8120	0.2100	0.2628	0.7541	nan	0.7276	0.8833	0.1362	0.7265	0.1620	nan	0.2551	0.4031	0.8512	0.0506	0.8841	0.2155	0.1066	nan	0.3671	0.8777	0.8057	0.9128	0.0460	nan	0.4909	0.7508	0.1339	0.5053	0.1423	nan	0.1872	0.3481	0.6648	0.0506	0.5666	0.1972	0.0953	nan	0.2666	0.7771	0.6158	0.8811	0.0449
0.8323	25.0	2675	0.7945	0.2132	0.2644	0.7601	nan	0.6599	0.9313	0.1490	0.7026	0.1448	nan	0.2443	0.4097	0.8581	0.0550	0.8694	0.3000	0.1266	nan	0.3858	0.8680	0.7969	0.9139	0.0464	nan	0.4981	0.7520	0.1452	0.5156	0.1302	nan	0.1813	0.3552	0.6643	0.0550	0.5764	0.2510	0.1123	nan	0.2685	0.7811	0.6079	0.8817	0.0456
0.8291	26.0	2782	0.7954	0.2151	0.2685	0.7610	nan	0.7058	0.9137	0.1414	0.7305	0.1515	nan	0.2154	0.4642	0.8723	0.0902	0.8618	0.2806	0.1131	nan	0.4051	0.8694	0.7808	0.9332	0.0645	nan	0.5081	0.7584	0.1388	0.5027	0.1344	nan	0.1657	0.3881	0.6681	0.0901	0.5842	0.2399	0.1023	nan	0.2658	0.7802	0.6045	0.8898	0.0623
0.8578	27.0	2889	0.7828	0.2155	0.2666	0.7636	nan	0.6979	0.9291	0.1891	0.6705	0.1466	nan	0.2215	0.4398	0.8726	0.0942	0.8793	0.2315	0.1128	nan	0.4106	0.8789	0.7674	0.9354	0.0551	nan	0.5046	0.7595	0.1820	0.5276	0.1306	nan	0.1684	0.3720	0.6657	0.0941	0.5768	0.2053	0.1007	nan	0.2615	0.7875	0.6141	0.8932	0.0534
0.8143	28.0	2996	0.7903	0.2143	0.2664	0.7590	nan	0.6757	0.9201	0.1637	0.7175	0.1374	nan	0.1986	0.4715	0.8524	0.1151	0.8872	0.2162	0.1201	nan	0.3978	0.8732	0.7916	0.9285	0.0581	nan	0.4976	0.7533	0.1592	0.5010	0.1242	nan	0.1559	0.3907	0.6683	0.1148	0.5717	0.1951	0.1067	nan	0.2712	0.7854	0.6155	0.8895	0.0563
0.7667	29.0	3103	0.7804	0.2184	0.2708	0.7620	nan	0.6077	0.9472	0.1829	0.7083	0.1355	nan	0.2358	0.4920	0.8754	0.1249	0.8510	0.2923	0.1540	nan	0.4084	0.8815	0.7898	0.9207	0.0584	nan	0.4934	0.7487	0.1768	0.5170	0.1214	nan	0.1733	0.4021	0.6705	0.1242	0.5911	0.2509	0.1286	nan	0.2542	0.7800	0.6120	0.8887	0.0565
0.7807	30.0	3210	0.7843	0.2181	0.2708	0.7623	nan	0.7089	0.9141	0.1817	0.7105	0.1587	nan	0.2394	0.4539	0.8702	0.1214	0.8631	0.2609	0.1202	nan	0.4009	0.8725	0.8044	0.9249	0.0586	nan	0.5071	0.7583	0.1775	0.5129	0.1381	nan	0.1783	0.3849	0.6730	0.1209	0.5818	0.2295	0.1076	nan	0.2663	0.7821	0.6135	0.8908	0.0568
0.8129	31.0	3317	0.7753	0.2186	0.2683	0.7641	nan	0.6507	0.9403	0.1742	0.6896	0.1388	nan	0.2313	0.4255	0.8763	0.1237	0.8644	0.3179	0.1244	nan	0.3690	0.8781	0.7979	0.9189	0.0640	nan	0.5013	0.7526	0.1692	0.5340	0.1234	nan	0.1734	0.3679	0.6706	0.1232	0.5810	0.2661	0.1134	nan	0.2707	0.7825	0.6166	0.8876	0.0617
0.8264	32.0	3424	0.7794	0.2236	0.2786	0.7622	nan	0.7298	0.8914	0.1613	0.7334	0.1585	nan	0.2274	0.5010	0.8449	0.2137	0.8415	0.3002	0.1784	nan	0.4106	0.8961	0.8277	0.9299	0.0684	nan	0.5038	0.7614	0.1586	0.5056	0.1376	nan	0.1733	0.4097	0.6839	0.2098	0.5927	0.2553	0.1447	nan	0.2522	0.7766	0.6278	0.8960	0.0652
0.7543	33.0	3531	0.7661	0.2247	0.2777	0.7680	nan	0.6899	0.9307	0.1984	0.6882	0.1663	nan	0.2730	0.4549	0.8901	0.1841	0.8600	0.2759	0.1603	nan	0.4064	0.8683	0.8381	0.9275	0.0742	nan	0.5115	0.7647	0.1910	0.5502	0.1429	nan	0.1965	0.3876	0.6726	0.1809	0.5927	0.2431	0.1366	nan	0.2639	0.7770	0.6154	0.8944	0.0704
0.806	34.0	3638	0.7726	0.2235	0.2749	0.7638	nan	0.7221	0.8994	0.2261	0.7256	0.1693	nan	0.2520	0.4109	0.8656	0.2283	0.8546	0.2470	0.1604	nan	0.3813	0.9083	0.7606	0.9195	0.0644	nan	0.5041	0.7615	0.2166	0.5154	0.1467	nan	0.1839	0.3631	0.6762	0.2205	0.5879	0.2230	0.1341	nan	0.2631	0.7807	0.6222	0.8916	0.0618
0.7678	35.0	3745	0.7826	0.2224	0.2750	0.7615	nan	0.7282	0.8819	0.2213	0.7532	0.1804	nan	0.2398	0.4306	0.8583	0.2373	0.8898	0.2436	0.1279	nan	0.3922	0.9159	0.7111	0.9236	0.0632	nan	0.5028	0.7635	0.2118	0.5074	0.1551	nan	0.1794	0.3699	0.6655	0.2300	0.5716	0.2199	0.1154	nan	0.2755	0.7866	0.6109	0.8913	0.0608
0.7557	36.0	3852	0.7651	0.2237	0.2739	0.7657	nan	0.6388	0.9405	0.2089	0.7272	0.1503	nan	0.1706	0.4771	0.8687	0.2520	0.8513	0.3009	0.1457	nan	0.4062	0.9092	0.7288	0.9182	0.0714	nan	0.5015	0.7577	0.1985	0.5182	0.1335	nan	0.1388	0.4018	0.6729	0.2436	0.5861	0.2587	0.1279	nan	0.2682	0.7848	0.6088	0.8907	0.0677
0.7785	37.0	3959	0.7665	0.2290	0.2849	0.7674	nan	0.7251	0.8979	0.2133	0.7591	0.1545	nan	0.2153	0.5152	0.8768	0.2979	0.8587	0.3457	0.1563	nan	0.4122	0.8906	0.8060	0.9283	0.0653	nan	0.5076	0.7744	0.2056	0.5129	0.1375	nan	0.1651	0.4126	0.6698	0.2817	0.5872	0.2851	0.1377	nan	0.2744	0.7858	0.6325	0.8952	0.0625
0.7806	38.0	4066	0.7625	0.2297	0.2837	0.7680	nan	0.6427	0.9407	0.2145	0.7200	0.1384	nan	0.2625	0.5304	0.8621	0.3175	0.8337	0.3300	0.1681	nan	0.4252	0.8927	0.7916	0.9343	0.0752	nan	0.5014	0.7648	0.2047	0.5234	0.1241	nan	0.1851	0.4172	0.6869	0.2998	0.5937	0.2765	0.1457	nan	0.2551	0.7806	0.6204	0.9008	0.0711
0.7517	39.0	4173	0.7682	0.2275	0.2827	0.7641	nan	0.6403	0.9217	0.2089	0.7616	0.1339	nan	0.2453	0.4967	0.8657	0.3223	0.8636	0.3069	0.1574	nan	0.4191	0.8826	0.8172	0.9306	0.0737	nan	0.4980	0.7650	0.2009	0.4849	0.1215	nan	0.1794	0.4061	0.6794	0.3045	0.5843	0.2615	0.1398	nan	0.2750	0.7856	0.6267	0.8980	0.0702
0.7586	40.0	4280	0.7646	0.2305	0.2861	0.7670	nan	0.7037	0.8956	0.2242	0.7543	0.1819	nan	0.2716	0.4736	0.8918	0.3078	0.8495	0.3421	0.1494	nan	0.3961	0.9007	0.8054	0.9245	0.0816	nan	0.5110	0.7700	0.2107	0.4989	0.1526	nan	0.1993	0.4010	0.6709	0.2838	0.5889	0.2846	0.1330	nan	0.2762	0.7845	0.6387	0.8959	0.0772
0.7477	41.0	4387	0.7701	0.2297	0.2838	0.7650	nan	0.6051	0.9240	0.2283	0.7851	0.1430	nan	0.2358	0.4527	0.8947	0.3496	0.8528	0.3578	0.1667	nan	0.4111	0.9102	0.7344	0.9278	0.1037	nan	0.4981	0.7607	0.2125	0.4799	0.1285	nan	0.1772	0.3917	0.6704	0.3201	0.5905	0.2932	0.1421	nan	0.2782	0.7907	0.6231	0.8973	0.0950
0.7646	42.0	4494	0.7778	0.2315	0.2897	0.7600	nan	0.6279	0.8956	0.2223	0.8181	0.1623	nan	0.2370	0.4986	0.8883	0.3929	0.8557	0.3564	0.1667	nan	0.4246	0.8822	0.8201	0.9322	0.0908	nan	0.5018	0.7577	0.2095	0.4382	0.1421	nan	0.1799	0.4167	0.6818	0.3578	0.5927	0.2938	0.1466	nan	0.2804	0.7890	0.6347	0.8997	0.0846
0.806	43.0	4601	0.7572	0.2353	0.2910	0.7681	nan	0.6463	0.9240	0.2497	0.7539	0.1533	nan	0.2597	0.5330	0.8860	0.4103	0.8546	0.3119	0.1758	nan	0.4241	0.8891	0.8081	0.9233	0.1080	nan	0.5009	0.7613	0.2300	0.5171	0.1353	nan	0.1911	0.4264	0.6870	0.3719	0.5924	0.2689	0.1497	nan	0.2778	0.7900	0.6354	0.8960	0.0982
0.7116	44.0	4708	0.7592	0.2339	0.2902	0.7674	nan	0.6544	0.9144	0.2169	0.7799	0.1625	nan	0.2634	0.5162	0.8789	0.4164	0.8594	0.3182	0.1774	nan	0.4159	0.8911	0.8099	0.9268	0.0835	nan	0.5086	0.7682	0.2070	0.4811	0.1427	nan	0.1917	0.4197	0.6881	0.3750	0.5904	0.2695	0.1535	nan	0.2844	0.7918	0.6370	0.8980	0.0787
0.7624	45.0	4815	0.7678	0.2342	0.2923	0.7633	nan	0.6778	0.8816	0.2338	0.7850	0.1775	nan	0.2942	0.5146	0.8901	0.4185	0.8358	0.3204	0.1840	nan	0.4141	0.9231	0.7735	0.9300	0.0993	nan	0.5072	0.7645	0.2178	0.4584	0.1521	nan	0.2087	0.4270	0.6862	0.3706	0.5960	0.2701	0.1512	nan	0.2701	0.7850	0.6374	0.9005	0.0914
0.7656	46.0	4922	0.7623	0.2331	0.2896	0.7655	nan	0.6769	0.9081	0.2173	0.7622	0.1524	nan	0.2701	0.4936	0.8745	0.4167	0.8659	0.3050	0.1683	nan	0.4358	0.8791	0.8082	0.9379	0.0952	nan	0.5093	0.7624	0.2059	0.4811	0.1370	nan	0.1983	0.4101	0.6940	0.3786	0.5908	0.2585	0.1472	nan	0.2739	0.7910	0.6319	0.9022	0.0884
0.7671	47.0	5029	0.7585	0.2346	0.2894	0.7669	nan	0.6671	0.9157	0.2090	0.7528	0.1633	nan	0.2470	0.5159	0.8704	0.4418	0.8127	0.3478	0.1836	nan	0.4172	0.9128	0.7812	0.9359	0.0874	nan	0.5069	0.7626	0.1982	0.4836	0.1420	nan	0.1862	0.4281	0.6967	0.3959	0.5955	0.2867	0.1525	nan	0.2607	0.7879	0.6392	0.9030	0.0817
0.7611	48.0	5136	0.7774	0.2328	0.2918	0.7580	nan	0.6722	0.8737	0.2327	0.7818	0.1624	nan	0.2481	0.5021	0.8717	0.4238	0.8481	0.3549	0.2098	nan	0.4161	0.8995	0.8229	0.9286	0.0905	nan	0.5079	0.7527	0.2168	0.4299	0.1416	nan	0.1903	0.4145	0.6850	0.3796	0.5901	0.2824	0.1669	nan	0.2773	0.7886	0.6433	0.8993	0.0841
0.7033	49.0	5243	0.7705	0.2335	0.2897	0.7622	nan	0.6969	0.8882	0.2241	0.7723	0.1474	nan	0.2512	0.4709	0.8880	0.4351	0.8403	0.3312	0.1870	nan	0.4218	0.8978	0.7799	0.9305	0.1092	nan	0.5070	0.7569	0.2143	0.4535	0.1325	nan	0.1919	0.4043	0.6802	0.3894	0.5940	0.2747	0.1598	nan	0.2798	0.7947	0.6379	0.9003	0.0996
0.7595	50.0	5350	0.7542	0.2370	0.2934	0.7687	nan	0.6808	0.9109	0.2466	0.7463	0.1578	nan	0.2847	0.4803	0.8892	0.4431	0.8336	0.3302	0.1993	nan	0.4278	0.8958	0.8103	0.9327	0.1187	nan	0.5045	0.7660	0.2322	0.5041	0.1395	nan	0.2051	0.4108	0.6843	0.3931	0.5989	0.2760	0.1631	nan	0.2688	0.7922	0.6386	0.9010	0.1062
0.7373	51.0	5457	0.7685	0.2364	0.2941	0.7634	nan	0.6223	0.9068	0.2341	0.7854	0.1850	nan	0.2490	0.4935	0.8999	0.4738	0.8262	0.3702	0.2046	nan	0.4113	0.8989	0.7971	0.9385	0.1153	nan	0.4918	0.7604	0.2214	0.4558	0.1545	nan	0.1858	0.4185	0.6807	0.4100	0.6004	0.2990	0.1662	nan	0.2795	0.7927	0.6400	0.9037	0.1045
0.7191	52.0	5564	0.7646	0.2334	0.2871	0.7641	nan	0.5587	0.9330	0.2401	0.7931	0.1570	nan	0.2739	0.4616	0.8504	0.4370	0.8556	0.4103	0.1631	nan	0.3990	0.9154	0.7176	0.9259	0.0939	nan	0.4733	0.7587	0.2217	0.4880	0.1382	nan	0.1956	0.3944	0.6869	0.3898	0.5858	0.3115	0.1441	nan	0.2840	0.7933	0.6193	0.8983	0.0874
0.7421	53.0	5671	0.7626	0.2350	0.2891	0.7659	nan	0.6061	0.9360	0.2307	0.7698	0.1479	nan	0.2180	0.4772	0.8822	0.4432	0.8029	0.4214	0.1887	nan	0.4069	0.8950	0.7908	0.9296	0.1055	nan	0.4893	0.7561	0.2174	0.4922	0.1315	nan	0.1695	0.4105	0.6899	0.3962	0.5959	0.3220	0.1615	nan	0.2717	0.7883	0.6305	0.9015	0.0965
0.7543	54.0	5778	0.7570	0.2360	0.2937	0.7668	nan	0.6584	0.9036	0.2382	0.7988	0.1591	nan	0.2307	0.4759	0.8873	0.4584	0.8434	0.3414	0.2051	nan	0.4151	0.8941	0.8211	0.9340	0.1326	nan	0.5076	0.7697	0.2222	0.4670	0.1401	nan	0.1794	0.4078	0.6846	0.3941	0.5977	0.2789	0.1668	nan	0.2810	0.7912	0.6415	0.9037	0.1173
0.7549	55.0	5885	0.7432	0.2373	0.2942	0.7727	nan	0.6636	0.9257	0.2231	0.7756	0.1810	nan	0.2504	0.4989	0.8936	0.4600	0.8420	0.2935	0.2022	nan	0.4491	0.8952	0.8010	0.9367	0.1231	nan	0.5189	0.7768	0.2104	0.5039	0.1529	nan	0.1911	0.4226	0.6858	0.3985	0.5976	0.2532	0.1656	nan	0.2664	0.7933	0.6402	0.9050	0.1103
0.7464	56.0	5992	0.7535	0.2370	0.2951	0.7694	nan	0.7021	0.9010	0.2235	0.7918	0.1711	nan	0.2461	0.5027	0.9005	0.4588	0.8211	0.3373	0.2109	nan	0.4433	0.9038	0.7677	0.9421	0.1191	nan	0.5171	0.7750	0.2125	0.4783	0.1483	nan	0.1866	0.4229	0.6785	0.4002	0.5992	0.2798	0.1692	nan	0.2662	0.7977	0.6386	0.9068	0.1071
0.6829	57.0	6099	0.7522	0.2369	0.2956	0.7697	nan	0.6839	0.9025	0.2289	0.7961	0.1612	nan	0.2640	0.5045	0.9070	0.4749	0.8437	0.3201	0.2080	nan	0.4426	0.9051	0.7759	0.9294	0.1112	nan	0.5198	0.7762	0.2159	0.4690	0.1410	nan	0.1972	0.4249	0.6761	0.4060	0.6024	0.2718	0.1656	nan	0.2705	0.7974	0.6430	0.9014	0.1016
0.7194	58.0	6206	0.7420	0.2378	0.2933	0.7724	nan	0.6551	0.9210	0.2321	0.7694	0.1652	nan	0.2537	0.4841	0.8898	0.4840	0.8491	0.3491	0.1982	nan	0.4142	0.9154	0.7825	0.9208	0.1019	nan	0.5160	0.7746	0.2170	0.4961	0.1421	nan	0.1928	0.4142	0.6884	0.4146	0.5963	0.2855	0.1622	nan	0.2798	0.7943	0.6457	0.8971	0.0942
0.7604	59.0	6313	0.7513	0.2383	0.2963	0.7682	nan	0.6195	0.9223	0.2392	0.7737	0.1393	nan	0.2829	0.4982	0.8924	0.5027	0.8470	0.3834	0.2142	nan	0.4331	0.8962	0.7936	0.9311	0.1121	nan	0.4984	0.7660	0.2196	0.4804	0.1257	nan	0.2005	0.4198	0.6885	0.4277	0.5980	0.2972	0.1760	nan	0.2802	0.7991	0.6459	0.9022	0.1016
0.7442	60.0	6420	0.7484	0.2402	0.2964	0.7723	nan	0.6491	0.9456	0.2289	0.7381	0.1421	nan	0.2831	0.4920	0.8854	0.5214	0.8394	0.3497	0.2232	nan	0.4526	0.8650	0.8139	0.9397	0.1166	nan	0.5089	0.7678	0.2159	0.5334	0.1260	nan	0.2032	0.4170	0.6962	0.4505	0.5991	0.2832	0.1812	nan	0.2716	0.7932	0.6274	0.9059	0.1049
0.7127	61.0	6527	0.7447	0.2406	0.2997	0.7713	nan	0.6463	0.9107	0.2455	0.7864	0.1648	nan	0.2901	0.4955	0.8852	0.5333	0.8574	0.3586	0.2209	nan	0.4276	0.9065	0.8081	0.9293	0.1236	nan	0.5098	0.7754	0.2231	0.4879	0.1424	nan	0.2083	0.4180	0.6919	0.4363	0.5997	0.2899	0.1704	nan	0.2805	0.7975	0.6541	0.9020	0.1104
0.7349	62.0	6634	0.7500	0.2396	0.3006	0.7683	nan	0.6966	0.8941	0.2308	0.7813	0.1745	nan	0.2689	0.5140	0.8891	0.5526	0.8601	0.3182	0.2242	nan	0.4430	0.8848	0.8301	0.9335	0.1232	nan	0.5192	0.7725	0.2156	0.4651	0.1493	nan	0.2008	0.4241	0.6921	0.4485	0.5995	0.2659	0.1761	nan	0.2797	0.7985	0.6474	0.9039	0.1104
0.7341	63.0	6741	0.7390	0.2399	0.2973	0.7730	nan	0.6561	0.9231	0.2408	0.7644	0.1611	nan	0.2767	0.5071	0.8834	0.5497	0.8582	0.3131	0.2210	nan	0.4172	0.9046	0.8051	0.9270	0.1049	nan	0.5164	0.7758	0.2234	0.4996	0.1393	nan	0.2035	0.4219	0.6923	0.4441	0.5949	0.2633	0.1724	nan	0.2864	0.7970	0.6495	0.9011	0.0964
0.7487	64.0	6848	0.7577	0.2386	0.2998	0.7665	nan	0.6639	0.9018	0.2223	0.8109	0.1586	nan	0.2217	0.5561	0.8963	0.5852	0.8388	0.3115	0.2282	nan	0.4361	0.8909	0.8234	0.9350	0.1131	nan	0.5121	0.7689	0.2108	0.4553	0.1377	nan	0.1749	0.4480	0.6933	0.4614	0.6011	0.2627	0.1796	nan	0.2775	0.7956	0.6475	0.9055	0.1027
0.7108	65.0	6955	0.7362	0.2408	0.2973	0.7771	nan	0.6969	0.9223	0.2292	0.7689	0.1389	nan	0.2874	0.5079	0.8873	0.5550	0.8452	0.3164	0.2040	nan	0.4295	0.9188	0.7612	0.9340	0.1117	nan	0.5238	0.7848	0.2170	0.5167	0.1258	nan	0.2092	0.4282	0.6968	0.4446	0.6003	0.2690	0.1674	nan	0.2755	0.7966	0.6439	0.9049	0.1017
0.6958	66.0	7062	0.7429	0.2407	0.3001	0.7724	nan	0.6500	0.9237	0.2306	0.7947	0.1422	nan	0.2700	0.5363	0.9004	0.5637	0.8180	0.3325	0.2224	nan	0.4425	0.9019	0.8066	0.9442	0.1250	nan	0.5104	0.7755	0.2169	0.4937	0.1272	nan	0.1997	0.4459	0.6939	0.4518	0.6032	0.2783	0.1753	nan	0.2655	0.7956	0.6486	0.9088	0.1113
0.7053	67.0	7169	0.7545	0.2390	0.2978	0.7676	nan	0.6021	0.9231	0.2243	0.7948	0.1485	nan	0.2690	0.5180	0.8858	0.5619	0.8528	0.3427	0.2154	nan	0.4213	0.8921	0.8312	0.9293	0.1177	nan	0.4975	0.7667	0.2107	0.4715	0.1317	nan	0.1959	0.4346	0.6975	0.4519	0.5973	0.2867	0.1748	nan	0.2849	0.7916	0.6446	0.9022	0.1063
0.7285	68.0	7276	0.7429	0.2408	0.2987	0.7729	nan	0.6157	0.9426	0.2293	0.7721	0.1507	nan	0.2716	0.5282	0.8868	0.5633	0.8486	0.3610	0.1908	nan	0.4442	0.8845	0.8160	0.9298	0.1244	nan	0.5044	0.7727	0.2143	0.5107	0.1325	nan	0.1976	0.4382	0.6996	0.4515	0.5967	0.2960	0.1653	nan	0.2790	0.7942	0.6398	0.9024	0.1110
0.688	69.0	7383	0.7509	0.2405	0.2989	0.7705	nan	0.6588	0.9237	0.2159	0.7815	0.1578	nan	0.2597	0.5365	0.8791	0.5518	0.8432	0.3422	0.2129	nan	0.4354	0.8747	0.8362	0.9361	0.1184	nan	0.5126	0.7729	0.2050	0.4864	0.1370	nan	0.1936	0.4428	0.7022	0.4633	0.5978	0.2867	0.1769	nan	0.2787	0.7921	0.6356	0.9056	0.1073
0.6614	70.0	7490	0.7371	0.2419	0.3012	0.7749	nan	0.6723	0.9340	0.2341	0.7706	0.1636	nan	0.2319	0.5610	0.8978	0.5792	0.7833	0.3544	0.2295	nan	0.4332	0.8981	0.8285	0.9353	0.1305	nan	0.5176	0.7817	0.2197	0.5162	0.1406	nan	0.1801	0.4603	0.6978	0.4541	0.6002	0.2923	0.1756	nan	0.2533	0.7862	0.6428	0.9067	0.1152
0.702	71.0	7597	0.7444	0.2396	0.2978	0.7721	nan	0.6685	0.9137	0.2253	0.8005	0.1640	nan	0.2117	0.5168	0.8827	0.5759	0.8478	0.3055	0.2281	nan	0.4312	0.9113	0.7844	0.9393	0.1213	nan	0.5200	0.7761	0.2133	0.4732	0.1424	nan	0.1687	0.4346	0.6994	0.4547	0.6021	0.2644	0.1740	nan	0.2763	0.8001	0.6514	0.9073	0.1099
0.6695	72.0	7704	0.7477	0.2415	0.3022	0.7695	nan	0.6259	0.9256	0.2257	0.8024	0.1569	nan	0.2531	0.5455	0.8542	0.5868	0.8464	0.3826	0.2199	nan	0.4556	0.8764	0.8292	0.9382	0.1464	nan	0.5060	0.7712	0.2125	0.4781	0.1373	nan	0.1888	0.4348	0.7065	0.4660	0.5969	0.3038	0.1785	nan	0.2766	0.7972	0.6424	0.9053	0.1258
0.6817	73.0	7811	0.7538	0.2394	0.2993	0.7680	nan	0.6497	0.9052	0.2182	0.8159	0.1621	nan	0.2317	0.5106	0.8829	0.5755	0.8396	0.3434	0.2364	nan	0.4411	0.9052	0.7962	0.9337	0.1310	nan	0.5125	0.7714	0.2080	0.4523	0.1409	nan	0.1789	0.4297	0.6962	0.4570	0.6005	0.2840	0.1798	nan	0.2750	0.8018	0.6527	0.9047	0.1167
0.7314	74.0	7918	0.7406	0.2417	0.3024	0.7725	nan	0.6872	0.9037	0.2237	0.8036	0.1733	nan	0.2583	0.5163	0.8878	0.5775	0.8310	0.3553	0.2364	nan	0.4350	0.9025	0.8237	0.9312	0.1296	nan	0.5229	0.7802	0.2132	0.4823	0.1494	nan	0.1953	0.4346	0.6940	0.4527	0.6018	0.2898	0.1781	nan	0.2732	0.7950	0.6528	0.9042	0.1157
0.6661	75.0	8025	0.7453	0.2400	0.2980	0.7703	nan	0.5828	0.9420	0.2251	0.7946	0.1605	nan	0.2329	0.5303	0.8807	0.5713	0.8121	0.3915	0.2176	nan	0.4306	0.9031	0.8116	0.9337	0.1167	nan	0.4881	0.7684	0.2128	0.4962	0.1392	nan	0.1767	0.4407	0.7004	0.4554	0.5994	0.3087	0.1729	nan	0.2674	0.7934	0.6477	0.9056	0.1063
0.741	76.0	8132	0.7326	0.2425	0.3018	0.7751	nan	0.6880	0.9059	0.2485	0.7932	0.1737	nan	0.3125	0.4900	0.8932	0.5392	0.8399	0.3520	0.2230	nan	0.4248	0.9059	0.8131	0.9428	0.1124	nan	0.5227	0.7845	0.2306	0.4978	0.1498	nan	0.2189	0.4218	0.6888	0.4365	0.5994	0.2884	0.1749	nan	0.2804	0.7968	0.6554	0.9089	0.1035
0.7044	77.0	8239	0.7414	0.2403	0.2994	0.7721	nan	0.6018	0.9445	0.2274	0.7770	0.1452	nan	0.2453	0.5361	0.8832	0.5702	0.8494	0.3565	0.2169	nan	0.4570	0.8818	0.8314	0.9344	0.1213	nan	0.4993	0.7721	0.2156	0.5059	0.1293	nan	0.1842	0.4385	0.6964	0.4582	0.5962	0.2892	0.1753	nan	0.2744	0.7968	0.6436	0.9047	0.1093
0.6961	78.0	8346	0.7284	0.2430	0.3038	0.7756	nan	0.6802	0.9196	0.2432	0.7637	0.1728	nan	0.3154	0.5323	0.8846	0.5618	0.8482	0.3249	0.2359	nan	0.4539	0.8919	0.8427	0.9254	0.1238	nan	0.5246	0.7846	0.2279	0.5105	0.1496	nan	0.2205	0.4391	0.6963	0.4498	0.5988	0.2719	0.1782	nan	0.2704	0.7942	0.6485	0.9008	0.1111
0.7106	79.0	8453	0.7392	0.2413	0.2991	0.7731	nan	0.5912	0.9498	0.2277	0.7708	0.1689	nan	0.2236	0.5410	0.8913	0.5556	0.8260	0.3864	0.2218	nan	0.4378	0.8947	0.8212	0.9283	0.1341	nan	0.4942	0.7716	0.2134	0.5160	0.1457	nan	0.1723	0.4440	0.6979	0.4472	0.6007	0.3052	0.1755	nan	0.2742	0.7942	0.6470	0.9027	0.1183
0.7066	80.0	8560	0.7385	0.2418	0.3020	0.7713	nan	0.6390	0.9181	0.2413	0.7921	0.1744	nan	0.2723	0.5298	0.8784	0.5567	0.8410	0.3699	0.2258	nan	0.4436	0.8947	0.8389	0.9179	0.1303	nan	0.5089	0.7764	0.2248	0.4852	0.1502	nan	0.1990	0.4382	0.7023	0.4461	0.5984	0.2970	0.1784	nan	0.2757	0.7931	0.6513	0.8963	0.1156
0.6985	81.0	8667	0.7416	0.2429	0.3048	0.7721	nan	0.6581	0.9276	0.2418	0.7824	0.1710	nan	0.2690	0.5650	0.8935	0.5774	0.8530	0.3368	0.2263	nan	0.4635	0.8547	0.8477	0.9352	0.1501	nan	0.5137	0.7775	0.2250	0.5053	0.1482	nan	0.1991	0.4516	0.6943	0.4634	0.5986	0.2761	0.1828	nan	0.2811	0.7916	0.6327	0.9041	0.1286
0.6995	82.0	8774	0.7337	0.2426	0.3025	0.7741	nan	0.6557	0.9172	0.2349	0.7769	0.1770	nan	0.3084	0.5240	0.8894	0.5397	0.8461	0.3734	0.2120	nan	0.4437	0.8994	0.8304	0.9285	0.1242	nan	0.5141	0.7800	0.2207	0.4996	0.1520	nan	0.2159	0.4357	0.6935	0.4349	0.5995	0.3004	0.1723	nan	0.2782	0.7971	0.6543	0.9030	0.1114
0.7099	83.0	8881	0.7669	0.2371	0.2987	0.7611	nan	0.5784	0.9006	0.2332	0.8400	0.1571	nan	0.2103	0.5359	0.8893	0.5387	0.8463	0.3907	0.2081	nan	0.4437	0.8989	0.8324	0.9283	0.1252	nan	0.4885	0.7603	0.2169	0.4263	0.1394	nan	0.1638	0.4398	0.6937	0.4370	0.5993	0.3079	0.1691	nan	0.2770	0.7973	0.6547	0.9028	0.1123
0.747	84.0	8988	0.7355	0.2423	0.3019	0.7722	nan	0.6166	0.9278	0.2377	0.7871	0.1700	nan	0.2583	0.5500	0.8750	0.5524	0.8375	0.4050	0.2094	nan	0.4460	0.8988	0.8332	0.9234	0.1337	nan	0.5027	0.7729	0.2216	0.4939	0.1473	nan	0.1935	0.4453	0.7019	0.4451	0.5990	0.3144	0.1709	nan	0.2758	0.7966	0.6542	0.9001	0.1181
0.6465	85.0	9095	0.7396	0.2428	0.3039	0.7716	nan	0.6589	0.9097	0.2319	0.8010	0.1674	nan	0.2853	0.5460	0.8933	0.5652	0.8309	0.3772	0.2318	nan	0.4533	0.8997	0.8097	0.9343	0.1298	nan	0.5135	0.7744	0.2192	0.4779	0.1462	nan	0.2060	0.4483	0.6950	0.4475	0.6022	0.3014	0.1814	nan	0.2749	0.8015	0.6566	0.9062	0.1158
0.7026	86.0	9202	0.7436	0.2409	0.3019	0.7710	nan	0.6427	0.9172	0.2204	0.7991	0.1563	nan	0.2682	0.5492	0.8877	0.5577	0.8185	0.3828	0.2224	nan	0.4394	0.8966	0.8468	0.9326	0.1219	nan	0.5107	0.7762	0.2105	0.4796	0.1377	nan	0.1969	0.4497	0.6993	0.4467	0.6027	0.3058	0.1748	nan	0.2674	0.7900	0.6467	0.9053	0.1101
0.6773	87.0	9309	0.7484	0.2400	0.2998	0.7683	nan	0.6429	0.9054	0.2152	0.8125	0.1692	nan	0.2303	0.5220	0.8764	0.5582	0.8458	0.3666	0.2226	nan	0.4424	0.9030	0.8194	0.9272	0.1337	nan	0.5105	0.7699	0.2049	0.4582	0.1470	nan	0.1785	0.4353	0.7009	0.4466	0.5991	0.2970	0.1752	nan	0.2803	0.7986	0.6562	0.9022	0.1186
0.6788	88.0	9416	0.7390	0.2420	0.3016	0.7716	nan	0.6153	0.9312	0.2325	0.7963	0.1639	nan	0.2356	0.5435	0.8945	0.5683	0.8118	0.3984	0.2225	nan	0.4399	0.8954	0.8259	0.9405	0.1357	nan	0.5011	0.7713	0.2175	0.4889	0.1426	nan	0.1801	0.4495	0.6988	0.4534	0.6040	0.3137	0.1770	nan	0.2728	0.7958	0.6493	0.9087	0.1198
0.6601	89.0	9523	0.7425	0.2416	0.3014	0.7702	nan	0.6153	0.9207	0.2363	0.8015	0.1756	nan	0.2772	0.5320	0.8765	0.5584	0.8542	0.3688	0.2160	nan	0.4392	0.8927	0.8250	0.9274	0.1268	nan	0.5015	0.7719	0.2200	0.4796	0.1505	nan	0.2007	0.4364	0.7009	0.4501	0.5963	0.2971	0.1751	nan	0.2841	0.7994	0.6527	0.9023	0.1138
0.7111	90.0	9630	0.7324	0.2423	0.3001	0.7757	nan	0.6472	0.9328	0.2159	0.7693	0.1680	nan	0.2738	0.5036	0.8846	0.5562	0.8481	0.3641	0.2286	nan	0.4411	0.8983	0.8128	0.9288	0.1289	nan	0.5142	0.7787	0.2056	0.5133	0.1457	nan	0.2009	0.4279	0.6958	0.4439	0.5982	0.2951	0.1786	nan	0.2832	0.8004	0.6540	0.9030	0.1152
0.6943	91.0	9737	0.7416	0.2412	0.2988	0.7728	nan	0.5990	0.9465	0.2236	0.7722	0.1636	nan	0.2443	0.5307	0.8931	0.5505	0.8153	0.3933	0.2091	nan	0.4313	0.8928	0.8365	0.9308	0.1289	nan	0.4973	0.7702	0.2112	0.5150	0.1410	nan	0.1849	0.4432	0.6985	0.4470	0.6015	0.3119	0.1707	nan	0.2720	0.7910	0.6434	0.9046	0.1151
0.7225	92.0	9844	0.7383	0.2421	0.2992	0.7737	nan	0.6165	0.9498	0.2179	0.7616	0.1592	nan	0.2462	0.5373	0.8737	0.5736	0.8384	0.3819	0.2127	nan	0.4390	0.8797	0.8275	0.9313	0.1296	nan	0.5025	0.7697	0.2065	0.5263	0.1383	nan	0.1869	0.4408	0.7049	0.4614	0.5979	0.3025	0.1750	nan	0.2798	0.7953	0.6403	0.9042	0.1158
0.6534	93.0	9951	0.7235	0.2445	0.3016	0.7783	nan	0.6601	0.9398	0.2467	0.7481	0.1811	nan	0.2978	0.4980	0.8747	0.5510	0.8658	0.3504	0.2162	nan	0.4415	0.8777	0.8384	0.9348	0.1279	nan	0.5186	0.7824	0.2295	0.5456	0.1537	nan	0.2139	0.4215	0.6986	0.4510	0.5932	0.2870	0.1763	nan	0.2877	0.7984	0.6470	0.9046	0.1144
0.6952	93.4579	10000	0.7374	0.2416	0.2999	0.7734	nan	0.6510	0.9233	0.2213	0.7913	0.1622	nan	0.2644	0.5132	0.8762	0.5599	0.8477	0.3544	0.2162	nan	0.4378	0.8943	0.8209	0.9377	0.1252	nan	0.5135	0.7767	0.2106	0.4920	0.1421	nan	0.1965	0.4309	0.7003	0.4517	0.5982	0.2905	0.1754	nan	0.2811	0.7988	0.6516	0.9071	0.1129

Framework versions

Transformers 4.49.0
Pytorch 2.6.0+cu118
Datasets 3.3.1
Tokenizers 0.21.0

LizhengMathAi
/

segformer-finetuned-sidewalk-10k-steps

segformer-finetuned-sidewalk-10k-steps

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Model tree for LizhengMathAi/segformer-finetuned-sidewalk-10k-steps

Evaluation results